Day 3 Summary Report

Dataset statistics

Number of variables	20
Number of observations	295700
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	45.1 MiB
Average record size in memory	160.0 B

Variable types

Numeric	20

Alerts

`CO (ppm)` is highly overall correlated with `Time (s)` and 9 other fields	High correlation
`Heater voltage (V)` is highly overall correlated with `R4 (MOhm)` and 9 other fields	High correlation
`R1 (MOhm)` is highly overall correlated with `R2 (MOhm)` and 6 other fields	High correlation
`R2 (MOhm)` is highly overall correlated with `R1 (MOhm)` and 5 other fields	High correlation
`R3 (MOhm)` is highly overall correlated with `R1 (MOhm)` and 10 other fields	High correlation
`R4 (MOhm)` is highly overall correlated with `Humidity (%r.h.)` and 14 other fields	High correlation
`R5 (MOhm)` is highly overall correlated with `R1 (MOhm)` and 12 other fields	High correlation
`R6 (MOhm)` is highly overall correlated with `Heater voltage (V)` and 13 other fields	High correlation
`R7 (MOhm)` is highly overall correlated with `Heater voltage (V)` and 13 other fields	High correlation
`R8 (MOhm)` is highly overall correlated with `CO (ppm)` and 12 other fields	High correlation
`R9 (MOhm)` is highly overall correlated with `CO (ppm)` and 11 other fields	High correlation
`R10 (MOhm)` is highly overall correlated with `CO (ppm)` and 12 other fields	High correlation
`R11 (MOhm)` is highly overall correlated with `CO (ppm)` and 12 other fields	High correlation
`R12 (MOhm)` is highly overall correlated with `CO (ppm)` and 11 other fields	High correlation
`R13 (MOhm)` is highly overall correlated with `CO (ppm)` and 13 other fields	High correlation
`R14 (MOhm)` is highly overall correlated with `CO (ppm)` and 12 other fields	High correlation
`Time (s)` is highly overall correlated with `CO (ppm)` and 2 other fields	High correlation
`Humidity (%r.h.)` is highly overall correlated with `Time (s)` and 3 other fields	High correlation
`Temperature (C)` is highly overall correlated with `Time (s)` and 2 other fields	High correlation
`Flow rate (mL/min)` is highly skewed (γ1 = -106.5818737)	Skewed
`Time (s)` is uniformly distributed	Uniform
`Time (s)` has unique values	Unique
`CO (ppm)` has 32167 (10.9%) zeros	Zeros

Reproduction

Analysis started	2022-12-20 08:26:17.223391
Analysis finished	2022-12-20 08:28:15.872079
Duration	1 minute and 58.65 seconds
Software version	pandas-profiling vv3.5.0
Download configuration	config.json

Time (s)
Real number (ℝ)

HIGH CORRELATION
UNIFORM
UNIQUE

Distinct	295700
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	45435.14

Minimum	0
Maximum	90901.726
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0
5-th percentile	4547.3458
Q1	22696.214
median	45430.543
Q3	68165.082
95-th percentile	86357.276
Maximum	90901.726
Range	90901.726
Interquartile range (IQR)	45468.868

Descriptive statistics

Standard deviation	26245.705
Coefficient of variation (CV)	0.57765213
Kurtosis	-1.2006406
Mean	45435.14
Median Absolute Deviation (MAD)	22734.512
Skewness	0.00081433363
Sum	1.3435171 × 10¹⁰
Variance	6.8883705 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1	< 0.1%
60621.301	1	< 0.1%
60593.253	1	< 0.1%
60592.948	1	< 0.1%
60592.643	1	< 0.1%
60592.339	1	< 0.1%
60592.034	1	< 0.1%
60591.729	1	< 0.1%
60591.425	1	< 0.1%
60591.12	1	< 0.1%
Other values (295690)	295690	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
0.311	1	< 0.1%
0.62	1	< 0.1%
0.93	1	< 0.1%
1.238	1	< 0.1%
1.547	1	< 0.1%
1.856	1	< 0.1%
2.165	1	< 0.1%
2.475	1	< 0.1%
2.784	1	< 0.1%

Value	Count	Frequency (%)
90901.726	1	< 0.1%
90901.419	1	< 0.1%
90901.109	1	< 0.1%
90900.8	1	< 0.1%
90900.49	1	< 0.1%
90900.182	1	< 0.1%
90899.873	1	< 0.1%
90899.563	1	< 0.1%
90899.254	1	< 0.1%
90898.946	1	< 0.1%

CO (ppm)
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct	298
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9.9002665

Minimum	0
Maximum	20
Zeros	32167
Zeros (%)	10.9%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	4.44
median	8.89
Q3	15.56
95-th percentile	20
Maximum	20
Range	20
Interquartile range (IQR)	11.12

Descriptive statistics

Standard deviation	6.4269572
Coefficient of variation (CV)	0.64917013
Kurtosis	-1.2332536
Mean	9.9002665
Median Absolute Deviation (MAD)	6.67
Skewness	0.0089353619
Sum	2927508.8
Variance	41.305779
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	32167	10.9%
15.56	29283	9.9%
6.67	29279	9.9%
2.22	29261	9.9%
13.33	29256	9.9%
17.78	29245	9.9%
11.11	29240	9.9%
8.89	29232	9.9%
4.44	29225	9.9%
20	29222	9.9%
Other values (288)	290	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	32167	10.9%
0.0932	1	< 0.1%
0.1889	1	< 0.1%
0.1954	1	< 0.1%
0.3556	1	< 0.1%
0.4418	1	< 0.1%
0.4884	1	< 0.1%
0.6349	1	< 0.1%
0.72	1	< 0.1%
0.92	1	< 0.1%

Value	Count	Frequency (%)
20	29222	9.9%
19.48	1	< 0.1%
19.4272	1	< 0.1%
19.3429	1	< 0.1%
19.0399	1	< 0.1%
19.02	1	< 0.1%
18.9255	1	< 0.1%
18.7435	1	< 0.1%
18.7203	1	< 0.1%
18.5204	1	< 0.1%

Humidity (%r.h.)
Real number (ℝ)

Distinct	27898
Distinct (%)	9.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	45.607506

Minimum	16.43
Maximum	72.98
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	16.43
5-th percentile	23.14
Q1	36.14
median	46.7
Q3	55.37
95-th percentile	64.89
Maximum	72.98
Range	56.55
Interquartile range (IQR)	19.23

Descriptive statistics

Standard deviation	12.445601
Coefficient of variation (CV)	0.27288493
Kurtosis	-0.72734198
Mean	45.607506
Median Absolute Deviation (MAD)	9.5
Skewness	-0.16843245
Sum	13486140
Variance	154.89299
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
21.98	2690	0.9%
48.69	2465	0.8%
32.93	2391	0.8%
46.7	2219	0.8%
22.53	2197	0.7%
47.74	2157	0.7%
30.75	1796	0.6%
38.25	1717	0.6%
37.72	1714	0.6%
36.14	1695	0.6%
Other values (27888)	274659	92.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
16.43	571	0.2%
16.4332	1	< 0.1%
16.4336	1	< 0.1%
16.463	1	< 0.1%
16.4852	1	< 0.1%
16.4928	1	< 0.1%
16.5155	1	< 0.1%
16.5369	1	< 0.1%
16.5572	1	< 0.1%
16.5678	1	< 0.1%

Value	Count	Frequency (%)
72.98	9	< 0.1%
72.9733	1	< 0.1%
72.9665	1	< 0.1%
72.9291	1	< 0.1%
72.8846	1	< 0.1%
72.8642	1	< 0.1%
72.8404	1	< 0.1%
72.7622	1	< 0.1%
72.7406	1	< 0.1%
72.6603	1	< 0.1%

Temperature (C)
Real number (ℝ)

Distinct	9587
Distinct (%)	3.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	26.720057

Minimum	25.38
Maximum	27.42
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	25.38
5-th percentile	26.14
Q1	26.38
median	26.66
Q3	27.06
95-th percentile	27.34
Maximum	27.42
Range	2.04
Interquartile range (IQR)	0.68

Descriptive statistics

Standard deviation	0.41802048
Coefficient of variation (CV)	0.015644446
Kurtosis	-0.47508593
Mean	26.720057
Median Absolute Deviation (MAD)	0.32
Skewness	-0.14315807
Sum	7901120.7
Variance	0.17474113
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
27.34	19184	6.5%
26.46	18310	6.2%
26.3	17739	6.0%
26.94	16232	5.5%
26.34	15926	5.4%
26.38	14097	4.8%
27.3	12556	4.2%
27.02	12137	4.1%
26.5	9885	3.3%
26.62	9492	3.2%
Other values (9577)	150142	50.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
25.38	39	< 0.1%
25.3801	1	< 0.1%
25.381	1	< 0.1%
25.3813	1	< 0.1%
25.3817	1	< 0.1%
25.3829	1	< 0.1%
25.3842	1	< 0.1%
25.3847	1	< 0.1%
25.385	1	< 0.1%
25.3853	1	< 0.1%

Value	Count	Frequency (%)
27.42	3968	1.3%
27.4199	1	< 0.1%
27.4198	2	< 0.1%
27.4197	2	< 0.1%
27.4194	2	< 0.1%
27.4193	2	< 0.1%
27.4191	3	< 0.1%
27.4188	3	< 0.1%
27.4187	3	< 0.1%
27.4185	2	< 0.1%

Flow rate (mL/min)
Real number (ℝ)

Distinct	10141
Distinct (%)	3.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	239.94368

Minimum	0
Maximum	262.3167
Zeros	9
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0
5-th percentile	239.7804
Q1	239.9042
median	239.9716
Q3	240.0366
95-th percentile	240.1539
Maximum	262.3167
Range	262.3167
Interquartile range (IQR)	0.1324

Descriptive statistics

Standard deviation	1.6978476
Coefficient of variation (CV)	0.0070760255
Kurtosis	13702.597
Mean	239.94368
Median Absolute Deviation (MAD)	0.0661
Skewness	-106.58187
Sum	70951346
Variance	2.8826865
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
239.9813	165	0.1%
239.9849	156	0.1%
239.9718	155	0.1%
239.9603	154	0.1%
239.9899	153	0.1%
239.9982	149	0.1%
239.9684	149	0.1%
239.9663	149	0.1%
239.968	148	0.1%
239.9562	148	0.1%
Other values (10131)	294174	99.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	9	< 0.1%
46.007	1	< 0.1%
78.7149	1	< 0.1%
98.2493	1	< 0.1%
108.1472	1	< 0.1%
113.2209	1	< 0.1%
137.5795	1	< 0.1%
142.7711	1	< 0.1%
147.7577	1	< 0.1%
150.323	1	< 0.1%

Value	Count	Frequency (%)
262.3167	1	< 0.1%
262.194	1	< 0.1%
261.5007	1	< 0.1%
257.8038	1	< 0.1%
256.6258	1	< 0.1%
255.0934	1	< 0.1%
254.9916	1	< 0.1%
253.6842	1	< 0.1%
253.3055	1	< 0.1%
253.0903	1	< 0.1%

Heater voltage (V)
Real number (ℝ)

Distinct	1767
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.35521151

Minimum	0.199
Maximum	0.901
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.199
5-th percentile	0.2
Q1	0.2
median	0.2
Q3	0.207
95-th percentile	0.899
Maximum	0.901
Range	0.702
Interquartile range (IQR)	0.007

Descriptive statistics

Standard deviation	0.28857218
Coefficient of variation (CV)	0.81239536
Kurtosis	-0.20472394
Mean	0.35521151
Median Absolute Deviation (MAD)	0
Skewness	1.3374233
Sum	105036.04
Variance	0.083273903
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.2	162993	55.1%
0.899	26175	8.9%
0.201	9138	3.1%
0.898	6944	2.3%
0.202	2837	1.0%
0.2001	2419	0.8%
0.2008	2411	0.8%
0.2005	2374	0.8%
0.2003	2374	0.8%
0.2007	2333	0.8%
Other values (1757)	75702	25.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.199	1053	0.4%
0.1991	1340	0.5%
0.1992	1433	0.5%
0.1993	1308	0.4%
0.1994	1394	0.5%
0.1995	1348	0.5%
0.1996	1274	0.4%
0.1997	1401	0.5%
0.1998	1283	0.4%
0.1999	1262	0.4%

Value	Count	Frequency (%)
0.901	2	< 0.1%
0.9009	9	< 0.1%
0.9008	10	< 0.1%
0.9007	4	< 0.1%
0.9006	6	< 0.1%
0.9005	8	< 0.1%
0.9004	8	< 0.1%
0.9003	7	< 0.1%
0.9002	9	< 0.1%
0.9001	8	< 0.1%

R1 (MOhm)
Real number (ℝ)

Distinct	8516
Distinct (%)	2.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	15.198374

Minimum	0.0324
Maximum	119.5851
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0324
5-th percentile	0.0784
Q1	0.4048
median	1.7121
Q3	25.8504
95-th percentile	66.0296
Maximum	119.5851
Range	119.5527
Interquartile range (IQR)	25.4456

Descriptive statistics

Standard deviation	22.58311
Coefficient of variation (CV)	1.4858899
Kurtosis	1.011069
Mean	15.198374
Median Absolute Deviation (MAD)	1.6301
Skewness	1.4693205
Sum	4494159.2
Variance	509.99686
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
69.1448	697	0.2%
0.0946	681	0.2%
67.0368	657	0.2%
0.095	656	0.2%
70.2486	651	0.2%
68.0747	646	0.2%
68.5571	646	0.2%
0.0944	643	0.2%
67.5047	641	0.2%
0.0947	640	0.2%
Other values (8506)	289142	97.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0324	1	< 0.1%
0.0325	1	< 0.1%
0.0326	1	< 0.1%
0.0328	2	< 0.1%
0.0329	2	< 0.1%
0.0332	1	< 0.1%
0.0333	1	< 0.1%
0.0334	3	< 0.1%
0.0336	4	< 0.1%
0.0339	2	< 0.1%

Value	Count	Frequency (%)
119.5851	1	< 0.1%
114.818	1	< 0.1%
111.9292	2	< 0.1%
110.6632	1	< 0.1%
109.181	8	< 0.1%
107.9756	8	< 0.1%
106.5634	11	< 0.1%
105.4143	14	< 0.1%
104.0673	16	< 0.1%
102.9706	27	< 0.1%

R2 (MOhm)
Real number (ℝ)

Distinct	8254
Distinct (%)	2.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	17.440031

Minimum	0.0555
Maximum	142.5199
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0555
5-th percentile	0.1396
Q1	0.4814
median	1.3664
Q3	29.0583
95-th percentile	76.9383
Maximum	142.5199
Range	142.4644
Interquartile range (IQR)	28.5769

Descriptive statistics

Standard deviation	26.665302
Coefficient of variation (CV)	1.528971
Kurtosis	0.50207678
Mean	17.440031
Median Absolute Deviation (MAD)	1.2248
Skewness	1.390529
Sum	5157017.3
Variance	711.03832
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
79.0683	1053	0.4%
78.3034	1020	0.3%
76.9383	1013	0.3%
79.7171	1008	0.3%
80.5097	1004	0.3%
77.677	1001	0.3%
76.3332	994	0.3%
81.1822	925	0.3%
74.3444	925	0.3%
75.0345	906	0.3%
Other values (8244)	285851	96.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0555	1	< 0.1%
0.0571	1	< 0.1%
0.0573	1	< 0.1%
0.0575	2	< 0.1%
0.0576	1	< 0.1%
0.0579	1	< 0.1%
0.058	1	< 0.1%
0.0581	1	< 0.1%
0.0582	1	< 0.1%
0.0584	2	< 0.1%

Value	Count	Frequency (%)
142.5199	1	< 0.1%
140.0805	1	< 0.1%
128.0195	1	< 0.1%
121.0628	1	< 0.1%
114.818	4	< 0.1%
113.4868	4	< 0.1%
111.9292	6	< 0.1%
110.6632	10	< 0.1%
109.181	16	< 0.1%
107.9756	18	< 0.1%

R3 (MOhm)
Real number (ℝ)

Distinct	8225
Distinct (%)	2.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	22.151461

Minimum	0.0541
Maximum	127.2483
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0541
5-th percentile	0.1119
Q1	0.5794
median	4.0667
Q3	44.8858
95-th percentile	80.6932
Maximum	127.2483
Range	127.1942
Interquartile range (IQR)	44.3064

Descriptive statistics

Standard deviation	28.585001
Coefficient of variation (CV)	1.2904341
Kurtosis	-0.32559064
Mean	22.151461
Median Absolute Deviation (MAD)	3.9529
Skewness	1.0481245
Sum	6550186.9
Variance	817.10227
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
82.2033	1125	0.4%
83.7703	1124	0.4%
83.0507	1119	0.4%
81.51	1099	0.4%
80.0247	1036	0.4%
85.3974	1032	0.3%
80.6932	1029	0.3%
84.6501	1006	0.3%
78.592	970	0.3%
79.2369	951	0.3%
Other values (8215)	285209	96.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0541	1	< 0.1%
0.0556	1	< 0.1%
0.0564	1	< 0.1%
0.0568	2	< 0.1%
0.057	1	< 0.1%
0.0573	2	< 0.1%
0.0576	1	< 0.1%
0.0578	2	< 0.1%
0.058	1	< 0.1%
0.0581	2	< 0.1%

Value	Count	Frequency (%)
127.2483	1	< 0.1%
117.1484	1	< 0.1%
112.8031	6	< 0.1%
111.2549	5	< 0.1%
109.9965	21	< 0.1%
108.5233	34	< 0.1%
107.3251	46	< 0.1%
105.9214	49	< 0.1%
104.7792	68	< 0.1%
103.4404	72	< 0.1%

R4 (MOhm)
Real number (ℝ)

Distinct	7637
Distinct (%)	2.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	19.759571

Minimum	0.0394
Maximum	78.4601
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0394
5-th percentile	0.1019
Q1	1.9436
median	19.9434
Q3	31.755
95-th percentile	47.8312
Maximum	78.4601
Range	78.4207
Interquartile range (IQR)	29.8114

Descriptive statistics

Standard deviation	16.41262
Coefficient of variation (CV)	0.83061619
Kurtosis	-0.7307006
Mean	19.759571
Median Absolute Deviation (MAD)	14.477
Skewness	0.39552322
Sum	5842905.2
Variance	269.37408
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
30.5466	904	0.3%
30.1786	887	0.3%
31.755	882	0.3%
30.2927	878	0.3%
32.1616	875	0.3%
30.0429	871	0.3%
32.3167	863	0.3%
30.9473	863	0.3%
31.4812	862	0.3%
32.6048	857	0.3%
Other values (7627)	286958	97.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0394	1	< 0.1%
0.0403	1	< 0.1%
0.0407	1	< 0.1%
0.0409	1	< 0.1%
0.041	1	< 0.1%
0.0413	1	< 0.1%
0.0415	1	< 0.1%
0.0417	1	< 0.1%
0.0418	1	< 0.1%
0.0421	1	< 0.1%

Value	Count	Frequency (%)
78.4601	1	< 0.1%
77.5789	1	< 0.1%
76.8594	5	< 0.1%
76.0133	10	< 0.1%
75.3221	14	< 0.1%
74.5089	23	< 0.1%
73.8444	28	< 0.1%
73.0622	34	< 0.1%
72.4229	44	< 0.1%
71.6701	47	< 0.1%

R5 (MOhm)
Real number (ℝ)

Distinct	7903
Distinct (%)	2.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	31.360319

Minimum	0.048
Maximum	194.6753
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.048
5-th percentile	0.115
Q1	1.7201
median	32.317
Q3	51.4875
95-th percentile	78.1461
Maximum	194.6753
Range	194.6273
Interquartile range (IQR)	49.7674

Descriptive statistics

Standard deviation	27.068315
Coefficient of variation (CV)	0.86313902
Kurtosis	-0.97962943
Mean	31.360319
Median Absolute Deviation (MAD)	25.2975
Skewness	0.35565346
Sum	9273246.4
Variance	732.6937
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
48.0682	1324	0.4%
48.3116	1308	0.4%
49.1574	1279	0.4%
48.8555	1263	0.4%
49.9804	1253	0.4%
47.7793	1253	0.4%
48.6068	1250	0.4%
46.0259	1246	0.4%
50.562	1237	0.4%
49.4117	1235	0.4%
Other values (7893)	283052	95.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.048	1	< 0.1%
0.0482	1	< 0.1%
0.0491	1	< 0.1%
0.0494	1	< 0.1%
0.0495	1	< 0.1%
0.0496	1	< 0.1%
0.0502	2	< 0.1%
0.0503	1	< 0.1%
0.0505	2	< 0.1%
0.0506	1	< 0.1%

Value	Count	Frequency (%)
194.6753	1	< 0.1%
139.7992	1	< 0.1%
126.116	2	< 0.1%
124.1949	3	< 0.1%
122.6378	2	< 0.1%
120.8197	5	< 0.1%
119.345	11	< 0.1%
117.6218	7	< 0.1%
116.223	13	< 0.1%
114.5874	22	< 0.1%

R6 (MOhm)
Real number (ℝ)

Distinct	7880
Distinct (%)	2.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	28.601243

Minimum	0.0493
Maximum	122.0913
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0493
5-th percentile	0.1241
Q1	1.5086
median	22.5929
Q3	49.6055
95-th percentile	78.4368
Maximum	122.0913
Range	122.042
Interquartile range (IQR)	48.0969

Descriptive statistics

Standard deviation	27.19827
Coefficient of variation (CV)	0.95094715
Kurtosis	-0.86697661
Mean	28.601243
Median Absolute Deviation (MAD)	22.4563
Skewness	0.56225107
Sum	8457387.4
Variance	739.74591
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
48.4314	1125	0.4%
78.4368	1122	0.4%
79.1164	1120	0.4%
47.5609	1113	0.4%
80.6531	1103	0.4%
49.0116	1101	0.4%
79.9474	1096	0.4%
75.5789	1093	0.4%
46.7691	1089	0.4%
47.3106	1085	0.4%
Other values (7870)	284653	96.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0493	1	< 0.1%
0.0496	1	< 0.1%
0.0497	2	< 0.1%
0.05	2	< 0.1%
0.0501	2	< 0.1%
0.0502	1	< 0.1%
0.0504	1	< 0.1%
0.0505	1	< 0.1%
0.0508	4	< 0.1%
0.0509	2	< 0.1%

Value	Count	Frequency (%)
122.0913	1	< 0.1%
116.8232	5	< 0.1%
115.3585	4	< 0.1%
113.6483	16	< 0.1%
112.2611	20	< 0.1%
110.6402	31	< 0.1%
109.3244	47	< 0.1%
107.7859	58	< 0.1%
106.5363	81	< 0.1%
105.0741	130	< 0.1%

R7 (MOhm)
Real number (ℝ)

Distinct	7805
Distinct (%)	2.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	31.640992

Minimum	0.0517
Maximum	177.9975
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0517
5-th percentile	0.122
Q1	1.80335
median	31.2996
Q3	52.4174
95-th percentile	79.8631
Maximum	177.9975
Range	177.9458
Interquartile range (IQR)	50.61405

Descriptive statistics

Standard deviation	27.612186
Coefficient of variation (CV)	0.87267131
Kurtosis	-1.0274588
Mean	31.640992
Median Absolute Deviation (MAD)	25.8911
Skewness	0.37097159
Sum	9356241.3
Variance	762.43281
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
49.6787	1291	0.4%
51.7898	1275	0.4%
48.8606	1258	0.4%
49.4202	1257	0.4%
47.2542	1251	0.4%
47.778	1250	0.4%
48.3134	1247	0.4%
50.5778	1243	0.4%
48.0199	1237	0.4%
52.7077	1235	0.4%
Other values (7795)	283156	95.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0517	1	< 0.1%
0.0533	1	< 0.1%
0.054	1	< 0.1%
0.0541	1	< 0.1%
0.0543	1	< 0.1%
0.0544	1	< 0.1%
0.0545	1	< 0.1%
0.0546	1	< 0.1%
0.0547	1	< 0.1%
0.055	1	< 0.1%

Value	Count	Frequency (%)
177.9975	1	< 0.1%
158.8826	1	< 0.1%
134.7263	1	< 0.1%
126.9913	1	< 0.1%
123.4452	1	< 0.1%
120.0904	1	< 0.1%
116.9118	1	< 0.1%
115.5214	2	< 0.1%
113.8957	7	< 0.1%
112.5752	8	< 0.1%

R8 (MOhm)
Real number (ℝ)

Distinct	6189
Distinct (%)	2.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	26.658295

Minimum	0.0334
Maximum	93.4149
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0334
5-th percentile	0.0995
Q1	11.6987
median	26.4721
Q3	40.4129
95-th percentile	60.1664
Maximum	93.4149
Range	93.3815
Interquartile range (IQR)	28.7142

Descriptive statistics

Standard deviation	19.523869
Coefficient of variation (CV)	0.73237502
Kurtosis	-0.80749036
Mean	26.658295
Median Absolute Deviation (MAD)	14.166
Skewness	0.17367338
Sum	7882857.8
Variance	381.18147
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
44.7437	999	0.3%
49.7495	998	0.3%
48.2257	996	0.3%
43.5025	984	0.3%
0.1003	984	0.3%
50.6634	983	0.3%
0.1001	979	0.3%
48.5445	978	0.3%
47.6519	978	0.3%
45.7687	976	0.3%
Other values (6179)	285845	96.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0334	1	< 0.1%
0.0337	1	< 0.1%
0.0338	1	< 0.1%
0.0341	1	< 0.1%
0.0342	2	< 0.1%
0.0344	4	< 0.1%
0.0345	1	< 0.1%
0.0348	2	< 0.1%
0.035	1	< 0.1%
0.0352	4	< 0.1%

Value	Count	Frequency (%)
93.4149	1	< 0.1%
92.4523	1	< 0.1%
91.3229	1	< 0.1%
89.3217	2	< 0.1%
87.4055	4	< 0.1%
86.5611	7	< 0.1%
85.5689	6	< 0.1%
84.7592	9	< 0.1%
83.8072	19	< 0.1%
83.03	16	< 0.1%

R9 (MOhm)
Real number (ℝ)

Distinct	6189
Distinct (%)	2.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	23.000006

Minimum	0.0291
Maximum	109.1693
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0291
5-th percentile	0.0966
Q1	8.446
median	21.5685
Q3	35.5041
95-th percentile	55.2214
Maximum	109.1693
Range	109.1402
Interquartile range (IQR)	27.0581

Descriptive statistics

Standard deviation	17.919762
Coefficient of variation (CV)	0.7791199
Kurtosis	-0.69821032
Mean	23.000006
Median Absolute Deviation (MAD)	13.768
Skewness	0.37807552
Sum	6801101.6
Variance	321.11787
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.097	2933	1.0%
0.0971	2864	1.0%
0.0968	2749	0.9%
0.0972	2700	0.9%
0.0976	2694	0.9%
0.0975	2641	0.9%
0.0973	2612	0.9%
0.0967	2502	0.8%
0.0977	2442	0.8%
0.0978	2240	0.8%
Other values (6179)	269323	91.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0291	2	< 0.1%
0.0293	1	< 0.1%
0.0294	2	< 0.1%
0.0296	2	< 0.1%
0.0297	3	< 0.1%
0.0299	3	< 0.1%
0.03	3	< 0.1%
0.0301	2	< 0.1%
0.0302	4	< 0.1%
0.0303	6	< 0.1%

Value	Count	Frequency (%)
109.1693	1	< 0.1%
79.4435	1	< 0.1%
78.6328	3	< 0.1%
77.9697	3	< 0.1%
77.1883	8	< 0.1%
76.5489	9	< 0.1%
75.7953	10	< 0.1%
75.1784	14	< 0.1%
74.4511	11	< 0.1%
73.8555	24	< 0.1%

R10 (MOhm)
Real number (ℝ)

Distinct	6419
Distinct (%)	2.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	25.417975

Minimum	0.0368
Maximum	92.5828
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0368
5-th percentile	0.1178
Q1	7.5607
median	23.1211
Q3	39.8853
95-th percentile	62.3092
Maximum	92.5828
Range	92.546
Interquartile range (IQR)	32.3246

Descriptive statistics

Standard deviation	20.410103
Coefficient of variation (CV)	0.80297911
Kurtosis	-0.74202342
Mean	25.417975
Median Absolute Deviation (MAD)	16.3963
Skewness	0.42721701
Sum	7516095.3
Variance	416.57231
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1191	1904	0.6%
0.1193	1891	0.6%
0.1195	1850	0.6%
0.1194	1796	0.6%
0.119	1750	0.6%
0.1198	1734	0.6%
0.1197	1732	0.6%
0.1188	1618	0.5%
0.1201	1585	0.5%
0.1199	1557	0.5%
Other values (6409)	278283	94.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0368	1	< 0.1%
0.0373	2	< 0.1%
0.0375	1	< 0.1%
0.0377	1	< 0.1%
0.0378	1	< 0.1%
0.0379	2	< 0.1%
0.038	2	< 0.1%
0.0381	2	< 0.1%
0.0383	2	< 0.1%
0.0385	3	< 0.1%

Value	Count	Frequency (%)
92.5828	1	< 0.1%
91.7066	2	< 0.1%
90.6767	2	< 0.1%
89.8357	3	< 0.1%
88.8467	5	< 0.1%
88.0388	6	< 0.1%
87.0883	4	< 0.1%
86.3116	4	< 0.1%
85.3974	15	< 0.1%
84.6501	21	< 0.1%

R11 (MOhm)
Real number (ℝ)

Distinct	6283
Distinct (%)	2.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	27.205435

Minimum	0.0309
Maximum	105.0967
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0309
5-th percentile	0.1077
Q1	10.2988
median	26.6826
Q3	41.7351
95-th percentile	62.498
Maximum	105.0967
Range	105.0658
Interquartile range (IQR)	31.4363

Descriptive statistics

Standard deviation	20.348773
Coefficient of variation (CV)	0.74796722
Kurtosis	-0.82573732
Mean	27.205435
Median Absolute Deviation (MAD)	15.2742
Skewness	0.22709094
Sum	8044647
Variance	414.07258
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1081	2769	0.9%
0.1084	2630	0.9%
0.108	2627	0.9%
0.1082	2624	0.9%
0.1086	2520	0.9%
0.1085	2509	0.8%
0.1078	2451	0.8%
0.1088	2223	0.8%
0.1089	1970	0.7%
0.109	1901	0.6%
Other values (6273)	271476	91.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0309	1	< 0.1%
0.0311	2	< 0.1%
0.0313	4	< 0.1%
0.0315	2	< 0.1%
0.0316	3	< 0.1%
0.0317	2	< 0.1%
0.0318	1	< 0.1%
0.0319	3	< 0.1%
0.032	3	< 0.1%
0.0321	5	< 0.1%

Value	Count	Frequency (%)
105.0967	1	< 0.1%
103.7538	1	< 0.1%
88.3056	1	< 0.1%
87.3522	3	< 0.1%
86.5731	14	< 0.1%
85.6562	15	< 0.1%
84.9067	17	< 0.1%
84.0241	32	< 0.1%
83.3024	24	< 0.1%
82.4524	41	< 0.1%

R12 (MOhm)
Real number (ℝ)

Distinct	6277
Distinct (%)	2.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	25.201259

Minimum	0.0327
Maximum	129.9261
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0327
5-th percentile	0.1074
Q1	9.4567
median	25.286
Q3	38.997
95-th percentile	55.4749
Maximum	129.9261
Range	129.8934
Interquartile range (IQR)	29.5403

Descriptive statistics

Standard deviation	18.56053
Coefficient of variation (CV)	0.73649214
Kurtosis	-0.80153752
Mean	25.201259
Median Absolute Deviation (MAD)	14.0814
Skewness	0.17124826
Sum	7452012.4
Variance	344.49326
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1086	1288	0.4%
0.1083	1262	0.4%
0.1084	1250	0.4%
0.1088	1243	0.4%
0.1087	1230	0.4%
0.1082	1178	0.4%
0.109	1162	0.4%
0.108	1156	0.4%
0.1095	1134	0.4%
0.1091	1110	0.4%
Other values (6267)	283687	95.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0327	2	< 0.1%
0.0328	1	< 0.1%
0.0333	1	< 0.1%
0.0334	1	< 0.1%
0.0336	1	< 0.1%
0.0337	1	< 0.1%
0.034	2	< 0.1%
0.0341	1	< 0.1%
0.0342	4	< 0.1%
0.0343	2	< 0.1%

Value	Count	Frequency (%)
129.9261	1	< 0.1%
98.3064	1	< 0.1%
85.8287	1	< 0.1%
85.0777	8	< 0.1%
84.1934	6	< 0.1%
83.4702	21	< 0.1%
82.6184	13	< 0.1%
81.9217	24	< 0.1%
81.1007	30	< 0.1%
80.4289	38	< 0.1%

R13 (MOhm)
Real number (ℝ)

Distinct	6393
Distinct (%)	2.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	22.026591

Minimum	0.0331
Maximum	74.7083
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0331
5-th percentile	0.1008
Q1	7.5964
median	20.873
Q3	34.0587
95-th percentile	51.8624
Maximum	74.7083
Range	74.6752
Interquartile range (IQR)	26.4623

Descriptive statistics

Standard deviation	17.036098
Coefficient of variation (CV)	0.77343324
Kurtosis	-0.6984965
Mean	22.026591
Median Absolute Deviation (MAD)	13.1857
Skewness	0.35246744
Sum	6513263
Variance	290.22863
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1022	1185	0.4%
0.1021	1167	0.4%
0.1027	1151	0.4%
0.1026	1150	0.4%
0.1025	1150	0.4%
0.1023	1133	0.4%
0.1019	1124	0.4%
0.1032	1097	0.4%
0.1029	1083	0.4%
0.1035	1061	0.4%
Other values (6383)	284399	96.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0331	1	< 0.1%
0.0332	1	< 0.1%
0.0334	2	< 0.1%
0.0336	1	< 0.1%
0.0337	1	< 0.1%
0.0338	1	< 0.1%
0.0339	2	< 0.1%
0.0341	1	< 0.1%
0.0342	2	< 0.1%
0.0343	1	< 0.1%

Value	Count	Frequency (%)
74.7083	3	< 0.1%
73.4487	5	< 0.1%
72.8899	10	< 0.1%
72.2303	7	< 0.1%
71.6896	11	< 0.1%
71.0511	17	< 0.1%
70.5276	20	< 0.1%
69.9094	30	< 0.1%
69.4023	49	< 0.1%
68.8032	49	< 0.1%

R14 (MOhm)
Real number (ℝ)

Distinct	6236
Distinct (%)	2.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	28.25838

Minimum	0.0316
Maximum	92.521
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.0316
5-th percentile	0.1067
Q1	9.4752
median	26.3557
Q3	44.15375
95-th percentile	67.8952
Maximum	92.521
Range	92.4894
Interquartile range (IQR)	34.67855

Descriptive statistics

Standard deviation	21.982871
Coefficient of variation (CV)	0.77792397
Kurtosis	-0.89597229
Mean	28.25838
Median Absolute Deviation (MAD)	17.5361
Skewness	0.31717375
Sum	8356003.1
Variance	483.24663
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1071	2445	0.8%
0.1075	2407	0.8%
0.107	2380	0.8%
0.1072	2372	0.8%
0.1077	2365	0.8%
0.1074	2309	0.8%
0.1069	2235	0.8%
0.1078	2189	0.7%
0.108	2169	0.7%
0.1079	2126	0.7%
Other values (6226)	272703	92.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0316	1	< 0.1%
0.032	1	< 0.1%
0.0321	1	< 0.1%
0.0322	3	< 0.1%
0.0325	2	< 0.1%
0.0326	5	< 0.1%
0.0327	2	< 0.1%
0.0328	2	< 0.1%
0.0329	6	< 0.1%
0.033	1	< 0.1%

Value	Count	Frequency (%)
92.521	1	< 0.1%
88.7468	1	< 0.1%
87.7697	1	< 0.1%
86.9716	1	< 0.1%
86.0327	1	< 0.1%
85.2654	4	< 0.1%
84.3623	2	< 0.1%
83.6241	8	< 0.1%
82.7549	17	< 0.1%
82.0441	35	< 0.1%

Auto

The auto setting is an interpretable pairwise column metric of the following mapping:

Variable_type-Variable_type : Method, Range
Categorical-Categorical : Cramer's V, [0,1]
Numerical-Categorical : Cramer's V, [0,1] (using a discretized numerical column)
Numerical-Numerical : Spearman's ρ, [-1,1]

The number of bins used in the discretization for the Numerical-Categorical column pair can be changed using config.correlations["auto"].n_bins. The number of bins affects the granularity of the association you wish to measure.

This configuration uses the recommended metric for each pair of columns.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	Time (s)	Humidity (%r.h.)	Temperature (C)	Flow rate (mL/min)	Heater voltage (V)	R1 (MOhm)	R2 (MOhm)	R3 (MOhm)	R4 (MOhm)	R5 (MOhm)	R6 (MOhm)	R7 (MOhm)	R8 (MOhm)	R9 (MOhm)	R10 (MOhm)	R11 (MOhm)	R12 (MOhm)	R13 (MOhm)	R14 (MOhm)
0	0.000	49.21	26.38	247.2771	0.1994	0.5114	0.5863	0.5716	1.9386	1.1669	0.7103	0.5541	51.0146	40.8079	47.8748	4.6007	1.0259	0.6300	0.4302
1	0.311	49.21	26.38	243.3618	0.7158	0.0626	0.1586	0.1161	0.1347	0.1385	0.1545	0.1307	0.1935	0.1341	0.1773	0.1403	0.1399	0.1243	0.1236
2	0.620	49.21	26.38	242.4944	0.8840	0.0654	0.1496	0.1075	0.1076	0.1131	0.1363	0.1188	0.1195	0.1049	0.1289	0.1189	0.1216	0.1106	0.1130
3	0.930	49.21	26.38	241.6242	0.8932	0.0722	0.1444	0.1074	0.1032	0.1106	0.1306	0.1190	0.1125	0.1014	0.1232	0.1153	0.1185	0.1091	0.1114
4	1.238	49.21	26.38	240.8151	0.8974	0.0767	0.1417	0.1098	0.1025	0.1116	0.1284	0.1208	0.1111	0.1008	0.1226	0.1140	0.1175	0.1090	0.1111
5	1.547	49.21	26.38	240.8484	0.8980	0.0801	0.1409	0.1127	0.1027	0.1139	0.1276	0.1229	0.1109	0.1005	0.1221	0.1135	0.1170	0.1091	0.1108
6	1.856	49.21	26.38	240.8818	0.8987	0.0826	0.1415	0.1158	0.1037	0.1159	0.1280	0.1252	0.1107	0.1004	0.1221	0.1132	0.1167	0.1091	0.1106
7	2.165	49.21	26.38	240.9152	0.8990	0.0849	0.1426	0.1188	0.1049	0.1181	0.1286	0.1273	0.1106	0.1001	0.1223	0.1128	0.1167	0.1092	0.1106
8	2.475	49.21	26.38	240.8486	0.8990	0.0866	0.1439	0.1216	0.1061	0.1203	0.1294	0.1291	0.1107	0.1001	0.1221	0.1125	0.1163	0.1092	0.1104
9	2.784	49.21	26.38	240.7611	0.8990	0.0880	0.1452	0.1238	0.1072	0.1220	0.1304	0.1310	0.1107	0.1001	0.1221	0.1123	0.1160	0.1092	0.1103

	Time (s)	Humidity (%r.h.)	Temperature (C)	Flow rate (mL/min)	Heater voltage (V)	R1 (MOhm)	R2 (MOhm)	R3 (MOhm)	R4 (MOhm)	R5 (MOhm)	R6 (MOhm)	R7 (MOhm)	R8 (MOhm)	R9 (MOhm)	R10 (MOhm)	R11 (MOhm)	R12 (MOhm)	R13 (MOhm)	R14 (MOhm)
295690	90898.946	61.62	25.4200	46.007	0.2111	2.8783	6.7926	11.8239	7.3492	11.1457	12.5066	15.8836	29.7485	26.1101	31.7048	39.6371	43.5041	38.5658	50.9328
295691	90899.254	61.62	25.4200	0.000	0.2070	13.5060	26.8408	42.4311	20.5311	38.4192	40.2907	45.7480	60.6597	49.0530	60.5772	65.8307	64.9864	50.6424	66.8445
295692	90899.563	61.62	25.4200	0.000	0.2040	35.7839	54.8336	70.3356	28.2996	63.0524	69.7912	70.8143	71.9353	56.7266	75.1638	65.8307	74.2698	54.8616	73.0008
295693	90899.873	61.62	25.4200	0.000	0.2031	56.2454	73.7788	86.3116	32.3167	77.5210	80.6531	79.0768	70.6812	57.5820	69.8255	74.1205	71.3160	53.8044	70.6179
295694	90900.182	61.62	25.4200	0.000	0.2020	67.0368	82.7015	82.2033	31.6051	75.4675	79.1164	85.2249	71.9353	59.2182	75.1638	66.2834	71.8454	55.5677	73.0008
295695	90900.490	61.62	25.4168	0.000	0.2012	69.6423	78.3034	81.5100	33.0330	75.4675	86.6118	79.0768	68.2983	57.1512	68.7283	72.8909	67.4369	52.8453	69.4831
295696	90900.800	61.62	25.4131	0.000	0.2010	71.9176	75.6194	76.4748	30.5466	71.7732	74.2258	73.7472	70.1254	60.0710	70.9577	66.2834	65.9633	54.4839	71.7899
295697	90901.109	61.62	25.4094	0.000	0.2008	63.1793	69.6423	76.4748	30.8047	67.3691	67.0156	68.5895	70.1254	57.5820	72.1267	71.1727	63.1158	52.2052	70.6179
295698	90901.419	61.62	25.4025	0.000	0.2000	58.5022	64.5303	64.1416	28.5219	59.1755	60.5782	61.7820	66.6625	59.6029	67.6646	64.3359	60.8831	52.4943	68.3837
295699	90901.726	61.62	25.3938	0.000	0.2000	51.8702	58.8598	61.0401	28.1797	57.2027	61.0677	59.1825	65.5821	58.3888	68.7283	70.5488	63.1158	51.5801	69.4831

Overview

Variables

Interactions

Correlations

Auto

Spearman's ρ

Pearson's r

Kendall's τ

Phik (φk)

Missing values

Sample